| | --- |
| | annotations_creators: |
| | - crowdsourced |
| | license: cc-by-nc-sa-4.0 |
| | size_categories: |
| | - 100K<n<1M |
| | task_categories: |
| | - image-classification |
| | - image-feature-extraction |
| | pretty_name: Galaxy Zoo Evo |
| | arxiv: 2404.02973 |
| | tags: |
| | - galaxy zoo |
| | - physics |
| | - astronomy |
| | - galaxies |
| | - citizen science |
| | configs: |
| | - config_name: default |
| | data_files: |
| | - split: test |
| | path: data/test-* |
| | - split: train |
| | path: data/train-* |
| | - config_name: tiny |
| | data_files: |
| | - split: train |
| | path: tiny/train-* |
| | - split: test |
| | path: tiny/test-* |
| | dataset_info: |
| | - config_name: default |
| | features: |
| | - name: image |
| | dtype: image |
| | - name: id_str |
| | dtype: string |
| | - name: dataset_name |
| | dtype: string |
| | - name: ra |
| | dtype: float64 |
| | - name: dec |
| | dtype: float64 |
| | - name: smooth-or-featured-gz2_smooth |
| | dtype: int32 |
| | - name: smooth-or-featured-gz2_smooth_fraction |
| | dtype: float32 |
| | - name: smooth-or-featured-gz2_total-votes |
| | dtype: int32 |
| | - name: smooth-or-featured-gz2_featured-or-disk |
| | dtype: int32 |
| | - name: smooth-or-featured-gz2_featured-or-disk_fraction |
| | dtype: float32 |
| | - name: smooth-or-featured-gz2_artifact |
| | dtype: int32 |
| | - name: smooth-or-featured-gz2_artifact_fraction |
| | dtype: float32 |
| | - name: disk-edge-on-gz2_yes |
| | dtype: int32 |
| | - name: disk-edge-on-gz2_yes_fraction |
| | dtype: float32 |
| | - name: disk-edge-on-gz2_total-votes |
| | dtype: int32 |
| | - name: disk-edge-on-gz2_no |
| | dtype: int32 |
| | - name: disk-edge-on-gz2_no_fraction |
| | dtype: float32 |
| | - name: has-spiral-arms-gz2_yes |
| | dtype: int32 |
| | - name: has-spiral-arms-gz2_yes_fraction |
| | dtype: float32 |
| | - name: has-spiral-arms-gz2_total-votes |
| | dtype: int32 |
| | - name: has-spiral-arms-gz2_no |
| | dtype: int32 |
| | - name: has-spiral-arms-gz2_no_fraction |
| | dtype: float32 |
| | - name: bar-gz2_yes |
| | dtype: int32 |
| | - name: bar-gz2_yes_fraction |
| | dtype: float32 |
| | - name: bar-gz2_total-votes |
| | dtype: int32 |
| | - name: bar-gz2_no |
| | dtype: int32 |
| | - name: bar-gz2_no_fraction |
| | dtype: float32 |
| | - name: bulge-size-gz2_dominant |
| | dtype: int32 |
| | - name: bulge-size-gz2_dominant_fraction |
| | dtype: float32 |
| | - name: bulge-size-gz2_total-votes |
| | dtype: int32 |
| | - name: bulge-size-gz2_obvious |
| | dtype: int32 |
| | - name: bulge-size-gz2_obvious_fraction |
| | dtype: float32 |
| | - name: bulge-size-gz2_just-noticeable |
| | dtype: int32 |
| | - name: bulge-size-gz2_just-noticeable_fraction |
| | dtype: float32 |
| | - name: bulge-size-gz2_no |
| | dtype: int32 |
| | - name: bulge-size-gz2_no_fraction |
| | dtype: float32 |
| | - name: something-odd-gz2_yes |
| | dtype: int32 |
| | - name: something-odd-gz2_yes_fraction |
| | dtype: float32 |
| | - name: something-odd-gz2_total-votes |
| | dtype: int32 |
| | - name: something-odd-gz2_no |
| | dtype: int32 |
| | - name: something-odd-gz2_no_fraction |
| | dtype: float32 |
| | - name: how-rounded-gz2_round |
| | dtype: int32 |
| | - name: how-rounded-gz2_round_fraction |
| | dtype: float32 |
| | - name: how-rounded-gz2_total-votes |
| | dtype: int32 |
| | - name: how-rounded-gz2_in-between |
| | dtype: int32 |
| | - name: how-rounded-gz2_in-between_fraction |
| | dtype: float32 |
| | - name: how-rounded-gz2_cigar |
| | dtype: int32 |
| | - name: how-rounded-gz2_cigar_fraction |
| | dtype: float32 |
| | - name: bulge-shape-gz2_round |
| | dtype: int32 |
| | - name: bulge-shape-gz2_round_fraction |
| | dtype: float32 |
| | - name: bulge-shape-gz2_total-votes |
| | dtype: int32 |
| | - name: bulge-shape-gz2_boxy |
| | dtype: int32 |
| | - name: bulge-shape-gz2_boxy_fraction |
| | dtype: float32 |
| | - name: bulge-shape-gz2_no-bulge |
| | dtype: int32 |
| | - name: bulge-shape-gz2_no-bulge_fraction |
| | dtype: float32 |
| | - name: spiral-winding-gz2_tight |
| | dtype: int32 |
| | - name: spiral-winding-gz2_tight_fraction |
| | dtype: float32 |
| | - name: spiral-winding-gz2_total-votes |
| | dtype: int32 |
| | - name: spiral-winding-gz2_medium |
| | dtype: int32 |
| | - name: spiral-winding-gz2_medium_fraction |
| | dtype: float32 |
| | - name: spiral-winding-gz2_loose |
| | dtype: int32 |
| | - name: spiral-winding-gz2_loose_fraction |
| | dtype: float32 |
| | - name: spiral-arm-count-gz2_1 |
| | dtype: int32 |
| | - name: spiral-arm-count-gz2_1_fraction |
| | dtype: float32 |
| | - name: spiral-arm-count-gz2_total-votes |
| | dtype: int32 |
| | - name: spiral-arm-count-gz2_2 |
| | dtype: int32 |
| | - name: spiral-arm-count-gz2_2_fraction |
| | dtype: float32 |
| | - name: spiral-arm-count-gz2_3 |
| | dtype: int32 |
| | - name: spiral-arm-count-gz2_3_fraction |
| | dtype: float32 |
| | - name: spiral-arm-count-gz2_4 |
| | dtype: int32 |
| | - name: spiral-arm-count-gz2_4_fraction |
| | dtype: float32 |
| | - name: spiral-arm-count-gz2_more-than-4 |
| | dtype: int32 |
| | - name: spiral-arm-count-gz2_more-than-4_fraction |
| | dtype: float32 |
| | - name: spiral-arm-count-gz2_cant-tell |
| | dtype: int32 |
| | - name: spiral-arm-count-gz2_cant-tell_fraction |
| | dtype: float32 |
| | - name: summary |
| | dtype: string |
| | - name: smooth-or-featured-dr12_smooth |
| | dtype: int32 |
| | - name: smooth-or-featured-dr12_smooth_fraction |
| | dtype: float32 |
| | - name: smooth-or-featured-dr12_total-votes |
| | dtype: int32 |
| | - name: smooth-or-featured-dr12_featured-or-disk |
| | dtype: int32 |
| | - name: smooth-or-featured-dr12_featured-or-disk_fraction |
| | dtype: float32 |
| | - name: smooth-or-featured-dr12_artifact |
| | dtype: int32 |
| | - name: smooth-or-featured-dr12_artifact_fraction |
| | dtype: float32 |
| | - name: disk-edge-on-dr12_yes |
| | dtype: int32 |
| | - name: disk-edge-on-dr12_yes_fraction |
| | dtype: float32 |
| | - name: disk-edge-on-dr12_total-votes |
| | dtype: int32 |
| | - name: disk-edge-on-dr12_no |
| | dtype: int32 |
| | - name: disk-edge-on-dr12_no_fraction |
| | dtype: float32 |
| | - name: has-spiral-arms-dr12_yes |
| | dtype: int32 |
| | - name: has-spiral-arms-dr12_yes_fraction |
| | dtype: float32 |
| | - name: has-spiral-arms-dr12_total-votes |
| | dtype: int32 |
| | - name: has-spiral-arms-dr12_no |
| | dtype: int32 |
| | - name: has-spiral-arms-dr12_no_fraction |
| | dtype: float32 |
| | - name: bar-dr12_yes |
| | dtype: int32 |
| | - name: bar-dr12_yes_fraction |
| | dtype: float32 |
| | - name: bar-dr12_total-votes |
| | dtype: int32 |
| | - name: bar-dr12_no |
| | dtype: int32 |
| | - name: bar-dr12_no_fraction |
| | dtype: float32 |
| | - name: bulge-size-dr12_dominant |
| | dtype: int32 |
| | - name: bulge-size-dr12_dominant_fraction |
| | dtype: float32 |
| | - name: bulge-size-dr12_total-votes |
| | dtype: int32 |
| | - name: bulge-size-dr12_obvious |
| | dtype: int32 |
| | - name: bulge-size-dr12_obvious_fraction |
| | dtype: float32 |
| | - name: bulge-size-dr12_none |
| | dtype: int32 |
| | - name: bulge-size-dr12_none_fraction |
| | dtype: float32 |
| | - name: how-rounded-dr12_completely |
| | dtype: int32 |
| | - name: how-rounded-dr12_completely_fraction |
| | dtype: float32 |
| | - name: how-rounded-dr12_total-votes |
| | dtype: int32 |
| | - name: how-rounded-dr12_in-between |
| | dtype: int32 |
| | - name: how-rounded-dr12_in-between_fraction |
| | dtype: float32 |
| | - name: how-rounded-dr12_cigar-shaped |
| | dtype: int32 |
| | - name: how-rounded-dr12_cigar-shaped_fraction |
| | dtype: float32 |
| | - name: edge-on-bulge-dr12_boxy |
| | dtype: int32 |
| | - name: edge-on-bulge-dr12_boxy_fraction |
| | dtype: float32 |
| | - name: edge-on-bulge-dr12_total-votes |
| | dtype: int32 |
| | - name: edge-on-bulge-dr12_none |
| | dtype: int32 |
| | - name: edge-on-bulge-dr12_none_fraction |
| | dtype: float32 |
| | - name: edge-on-bulge-dr12_rounded |
| | dtype: int32 |
| | - name: edge-on-bulge-dr12_rounded_fraction |
| | dtype: float32 |
| | - name: spiral-winding-dr12_tight |
| | dtype: int32 |
| | - name: spiral-winding-dr12_tight_fraction |
| | dtype: float32 |
| | - name: spiral-winding-dr12_total-votes |
| | dtype: int32 |
| | - name: spiral-winding-dr12_medium |
| | dtype: int32 |
| | - name: spiral-winding-dr12_medium_fraction |
| | dtype: float32 |
| | - name: spiral-winding-dr12_loose |
| | dtype: int32 |
| | - name: spiral-winding-dr12_loose_fraction |
| | dtype: float32 |
| | - name: spiral-arm-count-dr12_1 |
| | dtype: int32 |
| | - name: spiral-arm-count-dr12_1_fraction |
| | dtype: float32 |
| | - name: spiral-arm-count-dr12_total-votes |
| | dtype: int32 |
| | - name: spiral-arm-count-dr12_2 |
| | dtype: int32 |
| | - name: spiral-arm-count-dr12_2_fraction |
| | dtype: float32 |
| | - name: spiral-arm-count-dr12_3 |
| | dtype: int32 |
| | - name: spiral-arm-count-dr12_3_fraction |
| | dtype: float32 |
| | - name: spiral-arm-count-dr12_4 |
| | dtype: int32 |
| | - name: spiral-arm-count-dr12_4_fraction |
| | dtype: float32 |
| | - name: spiral-arm-count-dr12_more-than-4 |
| | dtype: int32 |
| | - name: spiral-arm-count-dr12_more-than-4_fraction |
| | dtype: float32 |
| | - name: merging-dr12_neither |
| | dtype: int32 |
| | - name: merging-dr12_neither_fraction |
| | dtype: float32 |
| | - name: merging-dr12_total-votes |
| | dtype: int32 |
| | - name: merging-dr12_tidal-debris |
| | dtype: int32 |
| | - name: merging-dr12_tidal-debris_fraction |
| | dtype: float32 |
| | - name: merging-dr12_both |
| | dtype: int32 |
| | - name: merging-dr12_both_fraction |
| | dtype: float32 |
| | - name: merging-dr12_merger |
| | dtype: int32 |
| | - name: merging-dr12_merger_fraction |
| | dtype: float32 |
| | - name: smooth-or-featured-dr5_smooth |
| | dtype: int32 |
| | - name: smooth-or-featured-dr5_smooth_fraction |
| | dtype: float32 |
| | - name: smooth-or-featured-dr5_total-votes |
| | dtype: int32 |
| | - name: smooth-or-featured-dr5_featured-or-disk |
| | dtype: int32 |
| | - name: smooth-or-featured-dr5_featured-or-disk_fraction |
| | dtype: float32 |
| | - name: smooth-or-featured-dr5_artifact |
| | dtype: int32 |
| | - name: smooth-or-featured-dr5_artifact_fraction |
| | dtype: float32 |
| | - name: disk-edge-on-dr5_yes |
| | dtype: int32 |
| | - name: disk-edge-on-dr5_yes_fraction |
| | dtype: float32 |
| | - name: disk-edge-on-dr5_total-votes |
| | dtype: int32 |
| | - name: disk-edge-on-dr5_no |
| | dtype: int32 |
| | - name: disk-edge-on-dr5_no_fraction |
| | dtype: float32 |
| | - name: has-spiral-arms-dr5_yes |
| | dtype: int32 |
| | - name: has-spiral-arms-dr5_yes_fraction |
| | dtype: float32 |
| | - name: has-spiral-arms-dr5_total-votes |
| | dtype: int32 |
| | - name: has-spiral-arms-dr5_no |
| | dtype: int32 |
| | - name: has-spiral-arms-dr5_no_fraction |
| | dtype: float32 |
| | - name: bar-dr5_strong |
| | dtype: int32 |
| | - name: bar-dr5_strong_fraction |
| | dtype: float32 |
| | - name: bar-dr5_total-votes |
| | dtype: int32 |
| | - name: bar-dr5_weak |
| | dtype: int32 |
| | - name: bar-dr5_weak_fraction |
| | dtype: float32 |
| | - name: bar-dr5_no |
| | dtype: int32 |
| | - name: bar-dr5_no_fraction |
| | dtype: float32 |
| | - name: bulge-size-dr5_dominant |
| | dtype: int32 |
| | - name: bulge-size-dr5_dominant_fraction |
| | dtype: float32 |
| | - name: bulge-size-dr5_total-votes |
| | dtype: int32 |
| | - name: bulge-size-dr5_large |
| | dtype: int32 |
| | - name: bulge-size-dr5_large_fraction |
| | dtype: float32 |
| | - name: bulge-size-dr5_moderate |
| | dtype: int32 |
| | - name: bulge-size-dr5_moderate_fraction |
| | dtype: float32 |
| | - name: bulge-size-dr5_small |
| | dtype: int32 |
| | - name: bulge-size-dr5_small_fraction |
| | dtype: float32 |
| | - name: bulge-size-dr5_none |
| | dtype: int32 |
| | - name: bulge-size-dr5_none_fraction |
| | dtype: float32 |
| | - name: how-rounded-dr5_round |
| | dtype: int32 |
| | - name: how-rounded-dr5_round_fraction |
| | dtype: float32 |
| | - name: how-rounded-dr5_total-votes |
| | dtype: int32 |
| | - name: how-rounded-dr5_in-between |
| | dtype: int32 |
| | - name: how-rounded-dr5_in-between_fraction |
| | dtype: float32 |
| | - name: how-rounded-dr5_cigar-shaped |
| | dtype: int32 |
| | - name: how-rounded-dr5_cigar-shaped_fraction |
| | dtype: float32 |
| | - name: edge-on-bulge-dr5_boxy |
| | dtype: int32 |
| | - name: edge-on-bulge-dr5_boxy_fraction |
| | dtype: float32 |
| | - name: edge-on-bulge-dr5_total-votes |
| | dtype: int32 |
| | - name: edge-on-bulge-dr5_none |
| | dtype: int32 |
| | - name: edge-on-bulge-dr5_none_fraction |
| | dtype: float32 |
| | - name: edge-on-bulge-dr5_rounded |
| | dtype: int32 |
| | - name: edge-on-bulge-dr5_rounded_fraction |
| | dtype: float32 |
| | - name: spiral-winding-dr5_tight |
| | dtype: int32 |
| | - name: spiral-winding-dr5_tight_fraction |
| | dtype: float32 |
| | - name: spiral-winding-dr5_total-votes |
| | dtype: int32 |
| | - name: spiral-winding-dr5_medium |
| | dtype: int32 |
| | - name: spiral-winding-dr5_medium_fraction |
| | dtype: float32 |
| | - name: spiral-winding-dr5_loose |
| | dtype: int32 |
| | - name: spiral-winding-dr5_loose_fraction |
| | dtype: float32 |
| | - name: spiral-arm-count-dr5_1 |
| | dtype: int32 |
| | - name: spiral-arm-count-dr5_1_fraction |
| | dtype: float32 |
| | - name: spiral-arm-count-dr5_total-votes |
| | dtype: int32 |
| | - name: spiral-arm-count-dr5_2 |
| | dtype: int32 |
| | - name: spiral-arm-count-dr5_2_fraction |
| | dtype: float32 |
| | - name: spiral-arm-count-dr5_3 |
| | dtype: int32 |
| | - name: spiral-arm-count-dr5_3_fraction |
| | dtype: float32 |
| | - name: spiral-arm-count-dr5_4 |
| | dtype: int32 |
| | - name: spiral-arm-count-dr5_4_fraction |
| | dtype: float32 |
| | - name: spiral-arm-count-dr5_more-than-4 |
| | dtype: int32 |
| | - name: spiral-arm-count-dr5_more-than-4_fraction |
| | dtype: float32 |
| | - name: spiral-arm-count-dr5_cant-tell |
| | dtype: int32 |
| | - name: spiral-arm-count-dr5_cant-tell_fraction |
| | dtype: float32 |
| | - name: merging-dr5_none |
| | dtype: int32 |
| | - name: merging-dr5_none_fraction |
| | dtype: float32 |
| | - name: merging-dr5_total-votes |
| | dtype: int32 |
| | - name: merging-dr5_minor-disturbance |
| | dtype: int32 |
| | - name: merging-dr5_minor-disturbance_fraction |
| | dtype: float32 |
| | - name: merging-dr5_major-disturbance |
| | dtype: int32 |
| | - name: merging-dr5_major-disturbance_fraction |
| | dtype: float32 |
| | - name: merging-dr5_merger |
| | dtype: int32 |
| | - name: merging-dr5_merger_fraction |
| | dtype: float32 |
| | - name: smooth-or-featured-dr8_smooth |
| | dtype: int32 |
| | - name: smooth-or-featured-dr8_smooth_fraction |
| | dtype: float32 |
| | - name: smooth-or-featured-dr8_total-votes |
| | dtype: int32 |
| | - name: smooth-or-featured-dr8_featured-or-disk |
| | dtype: int32 |
| | - name: smooth-or-featured-dr8_featured-or-disk_fraction |
| | dtype: float32 |
| | - name: smooth-or-featured-dr8_artifact |
| | dtype: int32 |
| | - name: smooth-or-featured-dr8_artifact_fraction |
| | dtype: float32 |
| | - name: disk-edge-on-dr8_yes |
| | dtype: int32 |
| | - name: disk-edge-on-dr8_yes_fraction |
| | dtype: float32 |
| | - name: disk-edge-on-dr8_total-votes |
| | dtype: int32 |
| | - name: disk-edge-on-dr8_no |
| | dtype: int32 |
| | - name: disk-edge-on-dr8_no_fraction |
| | dtype: float32 |
| | - name: has-spiral-arms-dr8_yes |
| | dtype: int32 |
| | - name: has-spiral-arms-dr8_yes_fraction |
| | dtype: float32 |
| | - name: has-spiral-arms-dr8_total-votes |
| | dtype: int32 |
| | - name: has-spiral-arms-dr8_no |
| | dtype: int32 |
| | - name: has-spiral-arms-dr8_no_fraction |
| | dtype: float32 |
| | - name: bar-dr8_strong |
| | dtype: int32 |
| | - name: bar-dr8_strong_fraction |
| | dtype: float32 |
| | - name: bar-dr8_total-votes |
| | dtype: int32 |
| | - name: bar-dr8_weak |
| | dtype: int32 |
| | - name: bar-dr8_weak_fraction |
| | dtype: float32 |
| | - name: bar-dr8_no |
| | dtype: int32 |
| | - name: bar-dr8_no_fraction |
| | dtype: float32 |
| | - name: bulge-size-dr8_dominant |
| | dtype: int32 |
| | - name: bulge-size-dr8_dominant_fraction |
| | dtype: float32 |
| | - name: bulge-size-dr8_total-votes |
| | dtype: int32 |
| | - name: bulge-size-dr8_large |
| | dtype: int32 |
| | - name: bulge-size-dr8_large_fraction |
| | dtype: float32 |
| | - name: bulge-size-dr8_moderate |
| | dtype: int32 |
| | - name: bulge-size-dr8_moderate_fraction |
| | dtype: float32 |
| | - name: bulge-size-dr8_small |
| | dtype: int32 |
| | - name: bulge-size-dr8_small_fraction |
| | dtype: float32 |
| | - name: bulge-size-dr8_none |
| | dtype: int32 |
| | - name: bulge-size-dr8_none_fraction |
| | dtype: float32 |
| | - name: how-rounded-dr8_round |
| | dtype: int32 |
| | - name: how-rounded-dr8_round_fraction |
| | dtype: float32 |
| | - name: how-rounded-dr8_total-votes |
| | dtype: int32 |
| | - name: how-rounded-dr8_in-between |
| | dtype: int32 |
| | - name: how-rounded-dr8_in-between_fraction |
| | dtype: float32 |
| | - name: how-rounded-dr8_cigar-shaped |
| | dtype: int32 |
| | - name: how-rounded-dr8_cigar-shaped_fraction |
| | dtype: float32 |
| | - name: edge-on-bulge-dr8_boxy |
| | dtype: int32 |
| | - name: edge-on-bulge-dr8_boxy_fraction |
| | dtype: float32 |
| | - name: edge-on-bulge-dr8_total-votes |
| | dtype: int32 |
| | - name: edge-on-bulge-dr8_none |
| | dtype: int32 |
| | - name: edge-on-bulge-dr8_none_fraction |
| | dtype: float32 |
| | - name: edge-on-bulge-dr8_rounded |
| | dtype: int32 |
| | - name: edge-on-bulge-dr8_rounded_fraction |
| | dtype: float32 |
| | - name: spiral-winding-dr8_tight |
| | dtype: int32 |
| | - name: spiral-winding-dr8_tight_fraction |
| | dtype: float32 |
| | - name: spiral-winding-dr8_total-votes |
| | dtype: int32 |
| | - name: spiral-winding-dr8_medium |
| | dtype: int32 |
| | - name: spiral-winding-dr8_medium_fraction |
| | dtype: float32 |
| | - name: spiral-winding-dr8_loose |
| | dtype: int32 |
| | - name: spiral-winding-dr8_loose_fraction |
| | dtype: float32 |
| | - name: spiral-arm-count-dr8_1 |
| | dtype: int32 |
| | - name: spiral-arm-count-dr8_1_fraction |
| | dtype: float32 |
| | - name: spiral-arm-count-dr8_total-votes |
| | dtype: int32 |
| | - name: spiral-arm-count-dr8_2 |
| | dtype: int32 |
| | - name: spiral-arm-count-dr8_2_fraction |
| | dtype: float32 |
| | - name: spiral-arm-count-dr8_3 |
| | dtype: int32 |
| | - name: spiral-arm-count-dr8_3_fraction |
| | dtype: float32 |
| | - name: spiral-arm-count-dr8_4 |
| | dtype: int32 |
| | - name: spiral-arm-count-dr8_4_fraction |
| | dtype: float32 |
| | - name: spiral-arm-count-dr8_more-than-4 |
| | dtype: int32 |
| | - name: spiral-arm-count-dr8_more-than-4_fraction |
| | dtype: float32 |
| | - name: spiral-arm-count-dr8_cant-tell |
| | dtype: int32 |
| | - name: spiral-arm-count-dr8_cant-tell_fraction |
| | dtype: float32 |
| | - name: merging-dr8_none |
| | dtype: int32 |
| | - name: merging-dr8_none_fraction |
| | dtype: float32 |
| | - name: merging-dr8_total-votes |
| | dtype: int32 |
| | - name: merging-dr8_minor-disturbance |
| | dtype: int32 |
| | - name: merging-dr8_minor-disturbance_fraction |
| | dtype: float32 |
| | - name: merging-dr8_major-disturbance |
| | dtype: int32 |
| | - name: merging-dr8_major-disturbance_fraction |
| | dtype: float32 |
| | - name: merging-dr8_merger |
| | dtype: int32 |
| | - name: merging-dr8_merger_fraction |
| | dtype: float32 |
| | - name: smooth-or-featured-candels_smooth |
| | dtype: int32 |
| | - name: smooth-or-featured-candels_smooth_fraction |
| | dtype: float32 |
| | - name: smooth-or-featured-candels_total-votes |
| | dtype: int32 |
| | - name: smooth-or-featured-candels_features |
| | dtype: int32 |
| | - name: smooth-or-featured-candels_features_fraction |
| | dtype: float32 |
| | - name: smooth-or-featured-candels_artifact |
| | dtype: int32 |
| | - name: smooth-or-featured-candels_artifact_fraction |
| | dtype: float32 |
| | - name: how-rounded-candels_completely |
| | dtype: int32 |
| | - name: how-rounded-candels_completely_fraction |
| | dtype: float32 |
| | - name: how-rounded-candels_total-votes |
| | dtype: int32 |
| | - name: how-rounded-candels_in-between |
| | dtype: int32 |
| | - name: how-rounded-candels_in-between_fraction |
| | dtype: float32 |
| | - name: how-rounded-candels_cigar-shaped |
| | dtype: int32 |
| | - name: how-rounded-candels_cigar-shaped_fraction |
| | dtype: float32 |
| | - name: clumpy-appearance-candels_yes |
| | dtype: int32 |
| | - name: clumpy-appearance-candels_yes_fraction |
| | dtype: float32 |
| | - name: clumpy-appearance-candels_total-votes |
| | dtype: int32 |
| | - name: clumpy-appearance-candels_no |
| | dtype: int32 |
| | - name: clumpy-appearance-candels_no_fraction |
| | dtype: float32 |
| | - name: disk-edge-on-candels_yes |
| | dtype: int32 |
| | - name: disk-edge-on-candels_yes_fraction |
| | dtype: float32 |
| | - name: disk-edge-on-candels_total-votes |
| | dtype: int32 |
| | - name: disk-edge-on-candels_no |
| | dtype: int32 |
| | - name: disk-edge-on-candels_no_fraction |
| | dtype: float32 |
| | - name: edge-on-bulge-candels_yes |
| | dtype: int32 |
| | - name: edge-on-bulge-candels_yes_fraction |
| | dtype: float32 |
| | - name: edge-on-bulge-candels_total-votes |
| | dtype: int32 |
| | - name: edge-on-bulge-candels_no |
| | dtype: int32 |
| | - name: edge-on-bulge-candels_no_fraction |
| | dtype: float32 |
| | - name: bar-candels_yes |
| | dtype: int32 |
| | - name: bar-candels_yes_fraction |
| | dtype: float32 |
| | - name: bar-candels_total-votes |
| | dtype: int32 |
| | - name: bar-candels_no |
| | dtype: int32 |
| | - name: bar-candels_no_fraction |
| | dtype: float32 |
| | - name: has-spiral-arms-candels_yes |
| | dtype: int32 |
| | - name: has-spiral-arms-candels_yes_fraction |
| | dtype: float32 |
| | - name: has-spiral-arms-candels_total-votes |
| | dtype: int32 |
| | - name: has-spiral-arms-candels_no |
| | dtype: int32 |
| | - name: has-spiral-arms-candels_no_fraction |
| | dtype: float32 |
| | - name: spiral-winding-candels_tight |
| | dtype: int32 |
| | - name: spiral-winding-candels_tight_fraction |
| | dtype: float32 |
| | - name: spiral-winding-candels_total-votes |
| | dtype: int32 |
| | - name: spiral-winding-candels_medium |
| | dtype: int32 |
| | - name: spiral-winding-candels_medium_fraction |
| | dtype: float32 |
| | - name: spiral-winding-candels_loose |
| | dtype: int32 |
| | - name: spiral-winding-candels_loose_fraction |
| | dtype: float32 |
| | - name: spiral-arm-count-candels_1 |
| | dtype: int32 |
| | - name: spiral-arm-count-candels_1_fraction |
| | dtype: float32 |
| | - name: spiral-arm-count-candels_total-votes |
| | dtype: int32 |
| | - name: spiral-arm-count-candels_2 |
| | dtype: int32 |
| | - name: spiral-arm-count-candels_2_fraction |
| | dtype: float32 |
| | - name: spiral-arm-count-candels_3 |
| | dtype: int32 |
| | - name: spiral-arm-count-candels_3_fraction |
| | dtype: float32 |
| | - name: spiral-arm-count-candels_4 |
| | dtype: int32 |
| | - name: spiral-arm-count-candels_4_fraction |
| | dtype: float32 |
| | - name: spiral-arm-count-candels_5-plus |
| | dtype: int32 |
| | - name: spiral-arm-count-candels_5-plus_fraction |
| | dtype: float32 |
| | - name: spiral-arm-count-candels_cant-tell |
| | dtype: int32 |
| | - name: spiral-arm-count-candels_cant-tell_fraction |
| | dtype: float32 |
| | - name: bulge-size-candels_none |
| | dtype: int32 |
| | - name: bulge-size-candels_none_fraction |
| | dtype: float32 |
| | - name: bulge-size-candels_total-votes |
| | dtype: int32 |
| | - name: bulge-size-candels_obvious |
| | dtype: int32 |
| | - name: bulge-size-candels_obvious_fraction |
| | dtype: float32 |
| | - name: bulge-size-candels_dominant |
| | dtype: int32 |
| | - name: bulge-size-candels_dominant_fraction |
| | dtype: float32 |
| | - name: merging-candels_merger |
| | dtype: int32 |
| | - name: merging-candels_merger_fraction |
| | dtype: float32 |
| | - name: merging-candels_total-votes |
| | dtype: int32 |
| | - name: merging-candels_tidal-debris |
| | dtype: int32 |
| | - name: merging-candels_tidal-debris_fraction |
| | dtype: float32 |
| | - name: merging-candels_both |
| | dtype: int32 |
| | - name: merging-candels_both_fraction |
| | dtype: float32 |
| | - name: merging-candels_neither |
| | dtype: int32 |
| | - name: merging-candels_neither_fraction |
| | dtype: float32 |
| | - name: smooth-or-featured-hubble_smooth |
| | dtype: int32 |
| | - name: smooth-or-featured-hubble_smooth_fraction |
| | dtype: float32 |
| | - name: smooth-or-featured-hubble_total-votes |
| | dtype: int32 |
| | - name: smooth-or-featured-hubble_features |
| | dtype: int32 |
| | - name: smooth-or-featured-hubble_features_fraction |
| | dtype: float32 |
| | - name: smooth-or-featured-hubble_artifact |
| | dtype: int32 |
| | - name: smooth-or-featured-hubble_artifact_fraction |
| | dtype: float32 |
| | - name: how-rounded-hubble_completely |
| | dtype: int32 |
| | - name: how-rounded-hubble_completely_fraction |
| | dtype: float32 |
| | - name: how-rounded-hubble_total-votes |
| | dtype: int32 |
| | - name: how-rounded-hubble_in-between |
| | dtype: int32 |
| | - name: how-rounded-hubble_in-between_fraction |
| | dtype: float32 |
| | - name: how-rounded-hubble_cigar-shaped |
| | dtype: int32 |
| | - name: how-rounded-hubble_cigar-shaped_fraction |
| | dtype: float32 |
| | - name: clumpy-appearance-hubble_yes |
| | dtype: int32 |
| | - name: clumpy-appearance-hubble_yes_fraction |
| | dtype: float32 |
| | - name: clumpy-appearance-hubble_total-votes |
| | dtype: int32 |
| | - name: clumpy-appearance-hubble_no |
| | dtype: int32 |
| | - name: clumpy-appearance-hubble_no_fraction |
| | dtype: float32 |
| | - name: clump-count-hubble_1 |
| | dtype: int32 |
| | - name: clump-count-hubble_1_fraction |
| | dtype: float32 |
| | - name: clump-count-hubble_total-votes |
| | dtype: int32 |
| | - name: clump-count-hubble_2 |
| | dtype: int32 |
| | - name: clump-count-hubble_2_fraction |
| | dtype: float32 |
| | - name: clump-count-hubble_3 |
| | dtype: int32 |
| | - name: clump-count-hubble_3_fraction |
| | dtype: float32 |
| | - name: clump-count-hubble_4 |
| | dtype: int32 |
| | - name: clump-count-hubble_4_fraction |
| | dtype: float32 |
| | - name: clump-count-hubble_5-plus |
| | dtype: int32 |
| | - name: clump-count-hubble_5-plus_fraction |
| | dtype: float32 |
| | - name: clump-count-hubble_cant-tell |
| | dtype: int32 |
| | - name: clump-count-hubble_cant-tell_fraction |
| | dtype: float32 |
| | - name: disk-edge-on-hubble_yes |
| | dtype: int32 |
| | - name: disk-edge-on-hubble_yes_fraction |
| | dtype: float32 |
| | - name: disk-edge-on-hubble_total-votes |
| | dtype: int32 |
| | - name: disk-edge-on-hubble_no |
| | dtype: int32 |
| | - name: disk-edge-on-hubble_no_fraction |
| | dtype: float32 |
| | - name: bulge-shape-hubble_rounded |
| | dtype: int32 |
| | - name: bulge-shape-hubble_rounded_fraction |
| | dtype: float32 |
| | - name: bulge-shape-hubble_total-votes |
| | dtype: int32 |
| | - name: bulge-shape-hubble_boxy |
| | dtype: int32 |
| | - name: bulge-shape-hubble_boxy_fraction |
| | dtype: float32 |
| | - name: bulge-shape-hubble_none |
| | dtype: int32 |
| | - name: bulge-shape-hubble_none_fraction |
| | dtype: float32 |
| | - name: bar-hubble_yes |
| | dtype: int32 |
| | - name: bar-hubble_yes_fraction |
| | dtype: float32 |
| | - name: bar-hubble_total-votes |
| | dtype: int32 |
| | - name: bar-hubble_no |
| | dtype: int32 |
| | - name: bar-hubble_no_fraction |
| | dtype: float32 |
| | - name: has-spiral-arms-hubble_yes |
| | dtype: int32 |
| | - name: has-spiral-arms-hubble_yes_fraction |
| | dtype: float32 |
| | - name: has-spiral-arms-hubble_total-votes |
| | dtype: int32 |
| | - name: has-spiral-arms-hubble_no |
| | dtype: int32 |
| | - name: has-spiral-arms-hubble_no_fraction |
| | dtype: float32 |
| | - name: spiral-winding-hubble_tight |
| | dtype: int32 |
| | - name: spiral-winding-hubble_tight_fraction |
| | dtype: float32 |
| | - name: spiral-winding-hubble_total-votes |
| | dtype: int32 |
| | - name: spiral-winding-hubble_medium |
| | dtype: int32 |
| | - name: spiral-winding-hubble_medium_fraction |
| | dtype: float32 |
| | - name: spiral-winding-hubble_loose |
| | dtype: int32 |
| | - name: spiral-winding-hubble_loose_fraction |
| | dtype: float32 |
| | - name: spiral-arm-count-hubble_1 |
| | dtype: int32 |
| | - name: spiral-arm-count-hubble_1_fraction |
| | dtype: float32 |
| | - name: spiral-arm-count-hubble_total-votes |
| | dtype: int32 |
| | - name: spiral-arm-count-hubble_2 |
| | dtype: int32 |
| | - name: spiral-arm-count-hubble_2_fraction |
| | dtype: float32 |
| | - name: spiral-arm-count-hubble_3 |
| | dtype: int32 |
| | - name: spiral-arm-count-hubble_3_fraction |
| | dtype: float32 |
| | - name: spiral-arm-count-hubble_4 |
| | dtype: int32 |
| | - name: spiral-arm-count-hubble_4_fraction |
| | dtype: float32 |
| | - name: spiral-arm-count-hubble_5-plus |
| | dtype: int32 |
| | - name: spiral-arm-count-hubble_5-plus_fraction |
| | dtype: float32 |
| | - name: spiral-arm-count-hubble_cant-tell |
| | dtype: int32 |
| | - name: spiral-arm-count-hubble_cant-tell_fraction |
| | dtype: float32 |
| | - name: bulge-size-hubble_none |
| | dtype: int32 |
| | - name: bulge-size-hubble_none_fraction |
| | dtype: float32 |
| | - name: bulge-size-hubble_total-votes |
| | dtype: int32 |
| | - name: bulge-size-hubble_just-noticeable |
| | dtype: int32 |
| | - name: bulge-size-hubble_just-noticeable_fraction |
| | dtype: float32 |
| | - name: bulge-size-hubble_obvious |
| | dtype: int32 |
| | - name: bulge-size-hubble_obvious_fraction |
| | dtype: float32 |
| | - name: bulge-size-hubble_dominant |
| | dtype: int32 |
| | - name: bulge-size-hubble_dominant_fraction |
| | dtype: float32 |
| | - name: galaxy-symmetrical-hubble_yes |
| | dtype: int32 |
| | - name: galaxy-symmetrical-hubble_yes_fraction |
| | dtype: float32 |
| | - name: galaxy-symmetrical-hubble_total-votes |
| | dtype: int32 |
| | - name: galaxy-symmetrical-hubble_no |
| | dtype: int32 |
| | - name: galaxy-symmetrical-hubble_no_fraction |
| | dtype: float32 |
| | - name: clumps-embedded-larger-object-hubble_yes |
| | dtype: int32 |
| | - name: clumps-embedded-larger-object-hubble_yes_fraction |
| | dtype: float32 |
| | - name: clumps-embedded-larger-object-hubble_total-votes |
| | dtype: int32 |
| | - name: clumps-embedded-larger-object-hubble_no |
| | dtype: int32 |
| | - name: clumps-embedded-larger-object-hubble_no_fraction |
| | dtype: float32 |
| | - name: smooth-or-featured-ukidss_smooth |
| | dtype: int32 |
| | - name: smooth-or-featured-ukidss_smooth_fraction |
| | dtype: float32 |
| | - name: smooth-or-featured-ukidss_total-votes |
| | dtype: int32 |
| | - name: smooth-or-featured-ukidss_featured-or-disk |
| | dtype: int32 |
| | - name: smooth-or-featured-ukidss_featured-or-disk_fraction |
| | dtype: float32 |
| | - name: smooth-or-featured-ukidss_artifact |
| | dtype: int32 |
| | - name: smooth-or-featured-ukidss_artifact_fraction |
| | dtype: float32 |
| | - name: disk-edge-on-ukidss_yes |
| | dtype: int32 |
| | - name: disk-edge-on-ukidss_yes_fraction |
| | dtype: float32 |
| | - name: disk-edge-on-ukidss_total-votes |
| | dtype: int32 |
| | - name: disk-edge-on-ukidss_no |
| | dtype: int32 |
| | - name: disk-edge-on-ukidss_no_fraction |
| | dtype: float32 |
| | - name: has-spiral-arms-ukidss_yes |
| | dtype: int32 |
| | - name: has-spiral-arms-ukidss_yes_fraction |
| | dtype: float32 |
| | - name: has-spiral-arms-ukidss_total-votes |
| | dtype: int32 |
| | - name: has-spiral-arms-ukidss_no |
| | dtype: int32 |
| | - name: has-spiral-arms-ukidss_no_fraction |
| | dtype: float32 |
| | - name: bar-ukidss_yes |
| | dtype: int32 |
| | - name: bar-ukidss_yes_fraction |
| | dtype: float32 |
| | - name: bar-ukidss_total-votes |
| | dtype: int32 |
| | - name: bar-ukidss_no |
| | dtype: int32 |
| | - name: bar-ukidss_no_fraction |
| | dtype: float32 |
| | - name: bulge-size-ukidss_dominant |
| | dtype: int32 |
| | - name: bulge-size-ukidss_dominant_fraction |
| | dtype: float32 |
| | - name: bulge-size-ukidss_total-votes |
| | dtype: int32 |
| | - name: bulge-size-ukidss_obvious |
| | dtype: int32 |
| | - name: bulge-size-ukidss_obvious_fraction |
| | dtype: float32 |
| | - name: bulge-size-ukidss_just-noticeable |
| | dtype: int32 |
| | - name: bulge-size-ukidss_just-noticeable_fraction |
| | dtype: float32 |
| | - name: bulge-size-ukidss_no |
| | dtype: int32 |
| | - name: bulge-size-ukidss_no_fraction |
| | dtype: float32 |
| | - name: something-odd-ukidss_yes |
| | dtype: int32 |
| | - name: something-odd-ukidss_yes_fraction |
| | dtype: float32 |
| | - name: something-odd-ukidss_total-votes |
| | dtype: int32 |
| | - name: something-odd-ukidss_no |
| | dtype: int32 |
| | - name: something-odd-ukidss_no_fraction |
| | dtype: float32 |
| | - name: how-rounded-ukidss_round |
| | dtype: int32 |
| | - name: how-rounded-ukidss_round_fraction |
| | dtype: float32 |
| | - name: how-rounded-ukidss_total-votes |
| | dtype: int32 |
| | - name: how-rounded-ukidss_in-between |
| | dtype: int32 |
| | - name: how-rounded-ukidss_in-between_fraction |
| | dtype: float32 |
| | - name: how-rounded-ukidss_cigar |
| | dtype: int32 |
| | - name: how-rounded-ukidss_cigar_fraction |
| | dtype: float32 |
| | - name: bulge-shape-ukidss_round |
| | dtype: int32 |
| | - name: bulge-shape-ukidss_round_fraction |
| | dtype: float32 |
| | - name: bulge-shape-ukidss_total-votes |
| | dtype: int32 |
| | - name: bulge-shape-ukidss_boxy |
| | dtype: int32 |
| | - name: bulge-shape-ukidss_boxy_fraction |
| | dtype: float32 |
| | - name: bulge-shape-ukidss_no-bulge |
| | dtype: int32 |
| | - name: bulge-shape-ukidss_no-bulge_fraction |
| | dtype: float32 |
| | - name: spiral-winding-ukidss_tight |
| | dtype: int32 |
| | - name: spiral-winding-ukidss_tight_fraction |
| | dtype: float32 |
| | - name: spiral-winding-ukidss_total-votes |
| | dtype: int32 |
| | - name: spiral-winding-ukidss_medium |
| | dtype: int32 |
| | - name: spiral-winding-ukidss_medium_fraction |
| | dtype: float32 |
| | - name: spiral-winding-ukidss_loose |
| | dtype: int32 |
| | - name: spiral-winding-ukidss_loose_fraction |
| | dtype: float32 |
| | - name: spiral-arm-count-ukidss_1 |
| | dtype: int32 |
| | - name: spiral-arm-count-ukidss_1_fraction |
| | dtype: float32 |
| | - name: spiral-arm-count-ukidss_total-votes |
| | dtype: int32 |
| | - name: spiral-arm-count-ukidss_2 |
| | dtype: int32 |
| | - name: spiral-arm-count-ukidss_2_fraction |
| | dtype: float32 |
| | - name: spiral-arm-count-ukidss_3 |
| | dtype: int32 |
| | - name: spiral-arm-count-ukidss_3_fraction |
| | dtype: float32 |
| | - name: spiral-arm-count-ukidss_4 |
| | dtype: int32 |
| | - name: spiral-arm-count-ukidss_4_fraction |
| | dtype: float32 |
| | - name: spiral-arm-count-ukidss_more-than-4 |
| | dtype: int32 |
| | - name: spiral-arm-count-ukidss_more-than-4_fraction |
| | dtype: float32 |
| | - name: spiral-arm-count-ukidss_cant-tell |
| | dtype: int32 |
| | - name: spiral-arm-count-ukidss_cant-tell_fraction |
| | dtype: float32 |
| | splits: |
| | - name: train |
| | num_bytes: 14911844931.625 |
| | num_examples: 664219 |
| | - name: test |
| | num_bytes: 3349247069.0 |
| | num_examples: 141760 |
| | download_size: 18062481942 |
| | dataset_size: 18261092000.625 |
| | - config_name: tiny |
| | features: |
| | - name: image |
| | dtype: image |
| | - name: id_str |
| | dtype: string |
| | - name: dataset_name |
| | dtype: string |
| | - name: ra |
| | dtype: float64 |
| | - name: dec |
| | dtype: float64 |
| | - name: smooth-or-featured-gz2_smooth |
| | dtype: int32 |
| | - name: smooth-or-featured-gz2_smooth_fraction |
| | dtype: float32 |
| | - name: smooth-or-featured-gz2_total-votes |
| | dtype: int32 |
| | - name: smooth-or-featured-gz2_featured-or-disk |
| | dtype: int32 |
| | - name: smooth-or-featured-gz2_featured-or-disk_fraction |
| | dtype: float32 |
| | - name: smooth-or-featured-gz2_artifact |
| | dtype: int32 |
| | - name: smooth-or-featured-gz2_artifact_fraction |
| | dtype: float32 |
| | - name: disk-edge-on-gz2_yes |
| | dtype: int32 |
| | - name: disk-edge-on-gz2_yes_fraction |
| | dtype: float32 |
| | - name: disk-edge-on-gz2_total-votes |
| | dtype: int32 |
| | - name: disk-edge-on-gz2_no |
| | dtype: int32 |
| | - name: disk-edge-on-gz2_no_fraction |
| | dtype: float32 |
| | - name: has-spiral-arms-gz2_yes |
| | dtype: int32 |
| | - name: has-spiral-arms-gz2_yes_fraction |
| | dtype: float32 |
| | - name: has-spiral-arms-gz2_total-votes |
| | dtype: int32 |
| | - name: has-spiral-arms-gz2_no |
| | dtype: int32 |
| | - name: has-spiral-arms-gz2_no_fraction |
| | dtype: float32 |
| | - name: bar-gz2_yes |
| | dtype: int32 |
| | - name: bar-gz2_yes_fraction |
| | dtype: float32 |
| | - name: bar-gz2_total-votes |
| | dtype: int32 |
| | - name: bar-gz2_no |
| | dtype: int32 |
| | - name: bar-gz2_no_fraction |
| | dtype: float32 |
| | - name: bulge-size-gz2_dominant |
| | dtype: int32 |
| | - name: bulge-size-gz2_dominant_fraction |
| | dtype: float32 |
| | - name: bulge-size-gz2_total-votes |
| | dtype: int32 |
| | - name: bulge-size-gz2_obvious |
| | dtype: int32 |
| | - name: bulge-size-gz2_obvious_fraction |
| | dtype: float32 |
| | - name: bulge-size-gz2_just-noticeable |
| | dtype: int32 |
| | - name: bulge-size-gz2_just-noticeable_fraction |
| | dtype: float32 |
| | - name: bulge-size-gz2_no |
| | dtype: int32 |
| | - name: bulge-size-gz2_no_fraction |
| | dtype: float32 |
| | - name: something-odd-gz2_yes |
| | dtype: int32 |
| | - name: something-odd-gz2_yes_fraction |
| | dtype: float32 |
| | - name: something-odd-gz2_total-votes |
| | dtype: int32 |
| | - name: something-odd-gz2_no |
| | dtype: int32 |
| | - name: something-odd-gz2_no_fraction |
| | dtype: float32 |
| | - name: how-rounded-gz2_round |
| | dtype: int32 |
| | - name: how-rounded-gz2_round_fraction |
| | dtype: float32 |
| | - name: how-rounded-gz2_total-votes |
| | dtype: int32 |
| | - name: how-rounded-gz2_in-between |
| | dtype: int32 |
| | - name: how-rounded-gz2_in-between_fraction |
| | dtype: float32 |
| | - name: how-rounded-gz2_cigar |
| | dtype: int32 |
| | - name: how-rounded-gz2_cigar_fraction |
| | dtype: float32 |
| | - name: bulge-shape-gz2_round |
| | dtype: int32 |
| | - name: bulge-shape-gz2_round_fraction |
| | dtype: float32 |
| | - name: bulge-shape-gz2_total-votes |
| | dtype: int32 |
| | - name: bulge-shape-gz2_boxy |
| | dtype: int32 |
| | - name: bulge-shape-gz2_boxy_fraction |
| | dtype: float32 |
| | - name: bulge-shape-gz2_no-bulge |
| | dtype: int32 |
| | - name: bulge-shape-gz2_no-bulge_fraction |
| | dtype: float32 |
| | - name: spiral-winding-gz2_tight |
| | dtype: int32 |
| | - name: spiral-winding-gz2_tight_fraction |
| | dtype: float32 |
| | - name: spiral-winding-gz2_total-votes |
| | dtype: int32 |
| | - name: spiral-winding-gz2_medium |
| | dtype: int32 |
| | - name: spiral-winding-gz2_medium_fraction |
| | dtype: float32 |
| | - name: spiral-winding-gz2_loose |
| | dtype: int32 |
| | - name: spiral-winding-gz2_loose_fraction |
| | dtype: float32 |
| | - name: spiral-arm-count-gz2_1 |
| | dtype: int32 |
| | - name: spiral-arm-count-gz2_1_fraction |
| | dtype: float32 |
| | - name: spiral-arm-count-gz2_total-votes |
| | dtype: int32 |
| | - name: spiral-arm-count-gz2_2 |
| | dtype: int32 |
| | - name: spiral-arm-count-gz2_2_fraction |
| | dtype: float32 |
| | - name: spiral-arm-count-gz2_3 |
| | dtype: int32 |
| | - name: spiral-arm-count-gz2_3_fraction |
| | dtype: float32 |
| | - name: spiral-arm-count-gz2_4 |
| | dtype: int32 |
| | - name: spiral-arm-count-gz2_4_fraction |
| | dtype: float32 |
| | - name: spiral-arm-count-gz2_more-than-4 |
| | dtype: int32 |
| | - name: spiral-arm-count-gz2_more-than-4_fraction |
| | dtype: float32 |
| | - name: spiral-arm-count-gz2_cant-tell |
| | dtype: int32 |
| | - name: spiral-arm-count-gz2_cant-tell_fraction |
| | dtype: float32 |
| | - name: summary |
| | dtype: string |
| | - name: smooth-or-featured-dr12_smooth |
| | dtype: int32 |
| | - name: smooth-or-featured-dr12_smooth_fraction |
| | dtype: float32 |
| | - name: smooth-or-featured-dr12_total-votes |
| | dtype: int32 |
| | - name: smooth-or-featured-dr12_featured-or-disk |
| | dtype: int32 |
| | - name: smooth-or-featured-dr12_featured-or-disk_fraction |
| | dtype: float32 |
| | - name: smooth-or-featured-dr12_artifact |
| | dtype: int32 |
| | - name: smooth-or-featured-dr12_artifact_fraction |
| | dtype: float32 |
| | - name: disk-edge-on-dr12_yes |
| | dtype: int32 |
| | - name: disk-edge-on-dr12_yes_fraction |
| | dtype: float32 |
| | - name: disk-edge-on-dr12_total-votes |
| | dtype: int32 |
| | - name: disk-edge-on-dr12_no |
| | dtype: int32 |
| | - name: disk-edge-on-dr12_no_fraction |
| | dtype: float32 |
| | - name: has-spiral-arms-dr12_yes |
| | dtype: int32 |
| | - name: has-spiral-arms-dr12_yes_fraction |
| | dtype: float32 |
| | - name: has-spiral-arms-dr12_total-votes |
| | dtype: int32 |
| | - name: has-spiral-arms-dr12_no |
| | dtype: int32 |
| | - name: has-spiral-arms-dr12_no_fraction |
| | dtype: float32 |
| | - name: bar-dr12_yes |
| | dtype: int32 |
| | - name: bar-dr12_yes_fraction |
| | dtype: float32 |
| | - name: bar-dr12_total-votes |
| | dtype: int32 |
| | - name: bar-dr12_no |
| | dtype: int32 |
| | - name: bar-dr12_no_fraction |
| | dtype: float32 |
| | - name: bulge-size-dr12_dominant |
| | dtype: int32 |
| | - name: bulge-size-dr12_dominant_fraction |
| | dtype: float32 |
| | - name: bulge-size-dr12_total-votes |
| | dtype: int32 |
| | - name: bulge-size-dr12_obvious |
| | dtype: int32 |
| | - name: bulge-size-dr12_obvious_fraction |
| | dtype: float32 |
| | - name: bulge-size-dr12_none |
| | dtype: int32 |
| | - name: bulge-size-dr12_none_fraction |
| | dtype: float32 |
| | - name: how-rounded-dr12_completely |
| | dtype: int32 |
| | - name: how-rounded-dr12_completely_fraction |
| | dtype: float32 |
| | - name: how-rounded-dr12_total-votes |
| | dtype: int32 |
| | - name: how-rounded-dr12_in-between |
| | dtype: int32 |
| | - name: how-rounded-dr12_in-between_fraction |
| | dtype: float32 |
| | - name: how-rounded-dr12_cigar-shaped |
| | dtype: int32 |
| | - name: how-rounded-dr12_cigar-shaped_fraction |
| | dtype: float32 |
| | - name: edge-on-bulge-dr12_boxy |
| | dtype: int32 |
| | - name: edge-on-bulge-dr12_boxy_fraction |
| | dtype: float32 |
| | - name: edge-on-bulge-dr12_total-votes |
| | dtype: int32 |
| | - name: edge-on-bulge-dr12_none |
| | dtype: int32 |
| | - name: edge-on-bulge-dr12_none_fraction |
| | dtype: float32 |
| | - name: edge-on-bulge-dr12_rounded |
| | dtype: int32 |
| | - name: edge-on-bulge-dr12_rounded_fraction |
| | dtype: float32 |
| | - name: spiral-winding-dr12_tight |
| | dtype: int32 |
| | - name: spiral-winding-dr12_tight_fraction |
| | dtype: float32 |
| | - name: spiral-winding-dr12_total-votes |
| | dtype: int32 |
| | - name: spiral-winding-dr12_medium |
| | dtype: int32 |
| | - name: spiral-winding-dr12_medium_fraction |
| | dtype: float32 |
| | - name: spiral-winding-dr12_loose |
| | dtype: int32 |
| | - name: spiral-winding-dr12_loose_fraction |
| | dtype: float32 |
| | - name: spiral-arm-count-dr12_1 |
| | dtype: int32 |
| | - name: spiral-arm-count-dr12_1_fraction |
| | dtype: float32 |
| | - name: spiral-arm-count-dr12_total-votes |
| | dtype: int32 |
| | - name: spiral-arm-count-dr12_2 |
| | dtype: int32 |
| | - name: spiral-arm-count-dr12_2_fraction |
| | dtype: float32 |
| | - name: spiral-arm-count-dr12_3 |
| | dtype: int32 |
| | - name: spiral-arm-count-dr12_3_fraction |
| | dtype: float32 |
| | - name: spiral-arm-count-dr12_4 |
| | dtype: int32 |
| | - name: spiral-arm-count-dr12_4_fraction |
| | dtype: float32 |
| | - name: spiral-arm-count-dr12_more-than-4 |
| | dtype: int32 |
| | - name: spiral-arm-count-dr12_more-than-4_fraction |
| | dtype: float32 |
| | - name: merging-dr12_neither |
| | dtype: int32 |
| | - name: merging-dr12_neither_fraction |
| | dtype: float32 |
| | - name: merging-dr12_total-votes |
| | dtype: int32 |
| | - name: merging-dr12_tidal-debris |
| | dtype: int32 |
| | - name: merging-dr12_tidal-debris_fraction |
| | dtype: float32 |
| | - name: merging-dr12_both |
| | dtype: int32 |
| | - name: merging-dr12_both_fraction |
| | dtype: float32 |
| | - name: merging-dr12_merger |
| | dtype: int32 |
| | - name: merging-dr12_merger_fraction |
| | dtype: float32 |
| | - name: smooth-or-featured-dr5_smooth |
| | dtype: int32 |
| | - name: smooth-or-featured-dr5_smooth_fraction |
| | dtype: float32 |
| | - name: smooth-or-featured-dr5_total-votes |
| | dtype: int32 |
| | - name: smooth-or-featured-dr5_featured-or-disk |
| | dtype: int32 |
| | - name: smooth-or-featured-dr5_featured-or-disk_fraction |
| | dtype: float32 |
| | - name: smooth-or-featured-dr5_artifact |
| | dtype: int32 |
| | - name: smooth-or-featured-dr5_artifact_fraction |
| | dtype: float32 |
| | - name: disk-edge-on-dr5_yes |
| | dtype: int32 |
| | - name: disk-edge-on-dr5_yes_fraction |
| | dtype: float32 |
| | - name: disk-edge-on-dr5_total-votes |
| | dtype: int32 |
| | - name: disk-edge-on-dr5_no |
| | dtype: int32 |
| | - name: disk-edge-on-dr5_no_fraction |
| | dtype: float32 |
| | - name: has-spiral-arms-dr5_yes |
| | dtype: int32 |
| | - name: has-spiral-arms-dr5_yes_fraction |
| | dtype: float32 |
| | - name: has-spiral-arms-dr5_total-votes |
| | dtype: int32 |
| | - name: has-spiral-arms-dr5_no |
| | dtype: int32 |
| | - name: has-spiral-arms-dr5_no_fraction |
| | dtype: float32 |
| | - name: bar-dr5_strong |
| | dtype: int32 |
| | - name: bar-dr5_strong_fraction |
| | dtype: float32 |
| | - name: bar-dr5_total-votes |
| | dtype: int32 |
| | - name: bar-dr5_weak |
| | dtype: int32 |
| | - name: bar-dr5_weak_fraction |
| | dtype: float32 |
| | - name: bar-dr5_no |
| | dtype: int32 |
| | - name: bar-dr5_no_fraction |
| | dtype: float32 |
| | - name: bulge-size-dr5_dominant |
| | dtype: int32 |
| | - name: bulge-size-dr5_dominant_fraction |
| | dtype: float32 |
| | - name: bulge-size-dr5_total-votes |
| | dtype: int32 |
| | - name: bulge-size-dr5_large |
| | dtype: int32 |
| | - name: bulge-size-dr5_large_fraction |
| | dtype: float32 |
| | - name: bulge-size-dr5_moderate |
| | dtype: int32 |
| | - name: bulge-size-dr5_moderate_fraction |
| | dtype: float32 |
| | - name: bulge-size-dr5_small |
| | dtype: int32 |
| | - name: bulge-size-dr5_small_fraction |
| | dtype: float32 |
| | - name: bulge-size-dr5_none |
| | dtype: int32 |
| | - name: bulge-size-dr5_none_fraction |
| | dtype: float32 |
| | - name: how-rounded-dr5_round |
| | dtype: int32 |
| | - name: how-rounded-dr5_round_fraction |
| | dtype: float32 |
| | - name: how-rounded-dr5_total-votes |
| | dtype: int32 |
| | - name: how-rounded-dr5_in-between |
| | dtype: int32 |
| | - name: how-rounded-dr5_in-between_fraction |
| | dtype: float32 |
| | - name: how-rounded-dr5_cigar-shaped |
| | dtype: int32 |
| | - name: how-rounded-dr5_cigar-shaped_fraction |
| | dtype: float32 |
| | - name: edge-on-bulge-dr5_boxy |
| | dtype: int32 |
| | - name: edge-on-bulge-dr5_boxy_fraction |
| | dtype: float32 |
| | - name: edge-on-bulge-dr5_total-votes |
| | dtype: int32 |
| | - name: edge-on-bulge-dr5_none |
| | dtype: int32 |
| | - name: edge-on-bulge-dr5_none_fraction |
| | dtype: float32 |
| | - name: edge-on-bulge-dr5_rounded |
| | dtype: int32 |
| | - name: edge-on-bulge-dr5_rounded_fraction |
| | dtype: float32 |
| | - name: spiral-winding-dr5_tight |
| | dtype: int32 |
| | - name: spiral-winding-dr5_tight_fraction |
| | dtype: float32 |
| | - name: spiral-winding-dr5_total-votes |
| | dtype: int32 |
| | - name: spiral-winding-dr5_medium |
| | dtype: int32 |
| | - name: spiral-winding-dr5_medium_fraction |
| | dtype: float32 |
| | - name: spiral-winding-dr5_loose |
| | dtype: int32 |
| | - name: spiral-winding-dr5_loose_fraction |
| | dtype: float32 |
| | - name: spiral-arm-count-dr5_1 |
| | dtype: int32 |
| | - name: spiral-arm-count-dr5_1_fraction |
| | dtype: float32 |
| | - name: spiral-arm-count-dr5_total-votes |
| | dtype: int32 |
| | - name: spiral-arm-count-dr5_2 |
| | dtype: int32 |
| | - name: spiral-arm-count-dr5_2_fraction |
| | dtype: float32 |
| | - name: spiral-arm-count-dr5_3 |
| | dtype: int32 |
| | - name: spiral-arm-count-dr5_3_fraction |
| | dtype: float32 |
| | - name: spiral-arm-count-dr5_4 |
| | dtype: int32 |
| | - name: spiral-arm-count-dr5_4_fraction |
| | dtype: float32 |
| | - name: spiral-arm-count-dr5_more-than-4 |
| | dtype: int32 |
| | - name: spiral-arm-count-dr5_more-than-4_fraction |
| | dtype: float32 |
| | - name: spiral-arm-count-dr5_cant-tell |
| | dtype: int32 |
| | - name: spiral-arm-count-dr5_cant-tell_fraction |
| | dtype: float32 |
| | - name: merging-dr5_none |
| | dtype: int32 |
| | - name: merging-dr5_none_fraction |
| | dtype: float32 |
| | - name: merging-dr5_total-votes |
| | dtype: int32 |
| | - name: merging-dr5_minor-disturbance |
| | dtype: int32 |
| | - name: merging-dr5_minor-disturbance_fraction |
| | dtype: float32 |
| | - name: merging-dr5_major-disturbance |
| | dtype: int32 |
| | - name: merging-dr5_major-disturbance_fraction |
| | dtype: float32 |
| | - name: merging-dr5_merger |
| | dtype: int32 |
| | - name: merging-dr5_merger_fraction |
| | dtype: float32 |
| | - name: smooth-or-featured-dr8_smooth |
| | dtype: int32 |
| | - name: smooth-or-featured-dr8_smooth_fraction |
| | dtype: float32 |
| | - name: smooth-or-featured-dr8_total-votes |
| | dtype: int32 |
| | - name: smooth-or-featured-dr8_featured-or-disk |
| | dtype: int32 |
| | - name: smooth-or-featured-dr8_featured-or-disk_fraction |
| | dtype: float32 |
| | - name: smooth-or-featured-dr8_artifact |
| | dtype: int32 |
| | - name: smooth-or-featured-dr8_artifact_fraction |
| | dtype: float32 |
| | - name: disk-edge-on-dr8_yes |
| | dtype: int32 |
| | - name: disk-edge-on-dr8_yes_fraction |
| | dtype: float32 |
| | - name: disk-edge-on-dr8_total-votes |
| | dtype: int32 |
| | - name: disk-edge-on-dr8_no |
| | dtype: int32 |
| | - name: disk-edge-on-dr8_no_fraction |
| | dtype: float32 |
| | - name: has-spiral-arms-dr8_yes |
| | dtype: int32 |
| | - name: has-spiral-arms-dr8_yes_fraction |
| | dtype: float32 |
| | - name: has-spiral-arms-dr8_total-votes |
| | dtype: int32 |
| | - name: has-spiral-arms-dr8_no |
| | dtype: int32 |
| | - name: has-spiral-arms-dr8_no_fraction |
| | dtype: float32 |
| | - name: bar-dr8_strong |
| | dtype: int32 |
| | - name: bar-dr8_strong_fraction |
| | dtype: float32 |
| | - name: bar-dr8_total-votes |
| | dtype: int32 |
| | - name: bar-dr8_weak |
| | dtype: int32 |
| | - name: bar-dr8_weak_fraction |
| | dtype: float32 |
| | - name: bar-dr8_no |
| | dtype: int32 |
| | - name: bar-dr8_no_fraction |
| | dtype: float32 |
| | - name: bulge-size-dr8_dominant |
| | dtype: int32 |
| | - name: bulge-size-dr8_dominant_fraction |
| | dtype: float32 |
| | - name: bulge-size-dr8_total-votes |
| | dtype: int32 |
| | - name: bulge-size-dr8_large |
| | dtype: int32 |
| | - name: bulge-size-dr8_large_fraction |
| | dtype: float32 |
| | - name: bulge-size-dr8_moderate |
| | dtype: int32 |
| | - name: bulge-size-dr8_moderate_fraction |
| | dtype: float32 |
| | - name: bulge-size-dr8_small |
| | dtype: int32 |
| | - name: bulge-size-dr8_small_fraction |
| | dtype: float32 |
| | - name: bulge-size-dr8_none |
| | dtype: int32 |
| | - name: bulge-size-dr8_none_fraction |
| | dtype: float32 |
| | - name: how-rounded-dr8_round |
| | dtype: int32 |
| | - name: how-rounded-dr8_round_fraction |
| | dtype: float32 |
| | - name: how-rounded-dr8_total-votes |
| | dtype: int32 |
| | - name: how-rounded-dr8_in-between |
| | dtype: int32 |
| | - name: how-rounded-dr8_in-between_fraction |
| | dtype: float32 |
| | - name: how-rounded-dr8_cigar-shaped |
| | dtype: int32 |
| | - name: how-rounded-dr8_cigar-shaped_fraction |
| | dtype: float32 |
| | - name: edge-on-bulge-dr8_boxy |
| | dtype: int32 |
| | - name: edge-on-bulge-dr8_boxy_fraction |
| | dtype: float32 |
| | - name: edge-on-bulge-dr8_total-votes |
| | dtype: int32 |
| | - name: edge-on-bulge-dr8_none |
| | dtype: int32 |
| | - name: edge-on-bulge-dr8_none_fraction |
| | dtype: float32 |
| | - name: edge-on-bulge-dr8_rounded |
| | dtype: int32 |
| | - name: edge-on-bulge-dr8_rounded_fraction |
| | dtype: float32 |
| | - name: spiral-winding-dr8_tight |
| | dtype: int32 |
| | - name: spiral-winding-dr8_tight_fraction |
| | dtype: float32 |
| | - name: spiral-winding-dr8_total-votes |
| | dtype: int32 |
| | - name: spiral-winding-dr8_medium |
| | dtype: int32 |
| | - name: spiral-winding-dr8_medium_fraction |
| | dtype: float32 |
| | - name: spiral-winding-dr8_loose |
| | dtype: int32 |
| | - name: spiral-winding-dr8_loose_fraction |
| | dtype: float32 |
| | - name: spiral-arm-count-dr8_1 |
| | dtype: int32 |
| | - name: spiral-arm-count-dr8_1_fraction |
| | dtype: float32 |
| | - name: spiral-arm-count-dr8_total-votes |
| | dtype: int32 |
| | - name: spiral-arm-count-dr8_2 |
| | dtype: int32 |
| | - name: spiral-arm-count-dr8_2_fraction |
| | dtype: float32 |
| | - name: spiral-arm-count-dr8_3 |
| | dtype: int32 |
| | - name: spiral-arm-count-dr8_3_fraction |
| | dtype: float32 |
| | - name: spiral-arm-count-dr8_4 |
| | dtype: int32 |
| | - name: spiral-arm-count-dr8_4_fraction |
| | dtype: float32 |
| | - name: spiral-arm-count-dr8_more-than-4 |
| | dtype: int32 |
| | - name: spiral-arm-count-dr8_more-than-4_fraction |
| | dtype: float32 |
| | - name: spiral-arm-count-dr8_cant-tell |
| | dtype: int32 |
| | - name: spiral-arm-count-dr8_cant-tell_fraction |
| | dtype: float32 |
| | - name: merging-dr8_none |
| | dtype: int32 |
| | - name: merging-dr8_none_fraction |
| | dtype: float32 |
| | - name: merging-dr8_total-votes |
| | dtype: int32 |
| | - name: merging-dr8_minor-disturbance |
| | dtype: int32 |
| | - name: merging-dr8_minor-disturbance_fraction |
| | dtype: float32 |
| | - name: merging-dr8_major-disturbance |
| | dtype: int32 |
| | - name: merging-dr8_major-disturbance_fraction |
| | dtype: float32 |
| | - name: merging-dr8_merger |
| | dtype: int32 |
| | - name: merging-dr8_merger_fraction |
| | dtype: float32 |
| | - name: smooth-or-featured-candels_smooth |
| | dtype: int32 |
| | - name: smooth-or-featured-candels_smooth_fraction |
| | dtype: float32 |
| | - name: smooth-or-featured-candels_total-votes |
| | dtype: int32 |
| | - name: smooth-or-featured-candels_features |
| | dtype: int32 |
| | - name: smooth-or-featured-candels_features_fraction |
| | dtype: float32 |
| | - name: smooth-or-featured-candels_artifact |
| | dtype: int32 |
| | - name: smooth-or-featured-candels_artifact_fraction |
| | dtype: float32 |
| | - name: how-rounded-candels_completely |
| | dtype: int32 |
| | - name: how-rounded-candels_completely_fraction |
| | dtype: float32 |
| | - name: how-rounded-candels_total-votes |
| | dtype: int32 |
| | - name: how-rounded-candels_in-between |
| | dtype: int32 |
| | - name: how-rounded-candels_in-between_fraction |
| | dtype: float32 |
| | - name: how-rounded-candels_cigar-shaped |
| | dtype: int32 |
| | - name: how-rounded-candels_cigar-shaped_fraction |
| | dtype: float32 |
| | - name: clumpy-appearance-candels_yes |
| | dtype: int32 |
| | - name: clumpy-appearance-candels_yes_fraction |
| | dtype: float32 |
| | - name: clumpy-appearance-candels_total-votes |
| | dtype: int32 |
| | - name: clumpy-appearance-candels_no |
| | dtype: int32 |
| | - name: clumpy-appearance-candels_no_fraction |
| | dtype: float32 |
| | - name: disk-edge-on-candels_yes |
| | dtype: int32 |
| | - name: disk-edge-on-candels_yes_fraction |
| | dtype: float32 |
| | - name: disk-edge-on-candels_total-votes |
| | dtype: int32 |
| | - name: disk-edge-on-candels_no |
| | dtype: int32 |
| | - name: disk-edge-on-candels_no_fraction |
| | dtype: float32 |
| | - name: edge-on-bulge-candels_yes |
| | dtype: int32 |
| | - name: edge-on-bulge-candels_yes_fraction |
| | dtype: float32 |
| | - name: edge-on-bulge-candels_total-votes |
| | dtype: int32 |
| | - name: edge-on-bulge-candels_no |
| | dtype: int32 |
| | - name: edge-on-bulge-candels_no_fraction |
| | dtype: float32 |
| | - name: bar-candels_yes |
| | dtype: int32 |
| | - name: bar-candels_yes_fraction |
| | dtype: float32 |
| | - name: bar-candels_total-votes |
| | dtype: int32 |
| | - name: bar-candels_no |
| | dtype: int32 |
| | - name: bar-candels_no_fraction |
| | dtype: float32 |
| | - name: has-spiral-arms-candels_yes |
| | dtype: int32 |
| | - name: has-spiral-arms-candels_yes_fraction |
| | dtype: float32 |
| | - name: has-spiral-arms-candels_total-votes |
| | dtype: int32 |
| | - name: has-spiral-arms-candels_no |
| | dtype: int32 |
| | - name: has-spiral-arms-candels_no_fraction |
| | dtype: float32 |
| | - name: spiral-winding-candels_tight |
| | dtype: int32 |
| | - name: spiral-winding-candels_tight_fraction |
| | dtype: float32 |
| | - name: spiral-winding-candels_total-votes |
| | dtype: int32 |
| | - name: spiral-winding-candels_medium |
| | dtype: int32 |
| | - name: spiral-winding-candels_medium_fraction |
| | dtype: float32 |
| | - name: spiral-winding-candels_loose |
| | dtype: int32 |
| | - name: spiral-winding-candels_loose_fraction |
| | dtype: float32 |
| | - name: spiral-arm-count-candels_1 |
| | dtype: int32 |
| | - name: spiral-arm-count-candels_1_fraction |
| | dtype: float32 |
| | - name: spiral-arm-count-candels_total-votes |
| | dtype: int32 |
| | - name: spiral-arm-count-candels_2 |
| | dtype: int32 |
| | - name: spiral-arm-count-candels_2_fraction |
| | dtype: float32 |
| | - name: spiral-arm-count-candels_3 |
| | dtype: int32 |
| | - name: spiral-arm-count-candels_3_fraction |
| | dtype: float32 |
| | - name: spiral-arm-count-candels_4 |
| | dtype: int32 |
| | - name: spiral-arm-count-candels_4_fraction |
| | dtype: float32 |
| | - name: spiral-arm-count-candels_5-plus |
| | dtype: int32 |
| | - name: spiral-arm-count-candels_5-plus_fraction |
| | dtype: float32 |
| | - name: spiral-arm-count-candels_cant-tell |
| | dtype: int32 |
| | - name: spiral-arm-count-candels_cant-tell_fraction |
| | dtype: float32 |
| | - name: bulge-size-candels_none |
| | dtype: int32 |
| | - name: bulge-size-candels_none_fraction |
| | dtype: float32 |
| | - name: bulge-size-candels_total-votes |
| | dtype: int32 |
| | - name: bulge-size-candels_obvious |
| | dtype: int32 |
| | - name: bulge-size-candels_obvious_fraction |
| | dtype: float32 |
| | - name: bulge-size-candels_dominant |
| | dtype: int32 |
| | - name: bulge-size-candels_dominant_fraction |
| | dtype: float32 |
| | - name: merging-candels_merger |
| | dtype: int32 |
| | - name: merging-candels_merger_fraction |
| | dtype: float32 |
| | - name: merging-candels_total-votes |
| | dtype: int32 |
| | - name: merging-candels_tidal-debris |
| | dtype: int32 |
| | - name: merging-candels_tidal-debris_fraction |
| | dtype: float32 |
| | - name: merging-candels_both |
| | dtype: int32 |
| | - name: merging-candels_both_fraction |
| | dtype: float32 |
| | - name: merging-candels_neither |
| | dtype: int32 |
| | - name: merging-candels_neither_fraction |
| | dtype: float32 |
| | - name: smooth-or-featured-hubble_smooth |
| | dtype: int32 |
| | - name: smooth-or-featured-hubble_smooth_fraction |
| | dtype: float32 |
| | - name: smooth-or-featured-hubble_total-votes |
| | dtype: int32 |
| | - name: smooth-or-featured-hubble_features |
| | dtype: int32 |
| | - name: smooth-or-featured-hubble_features_fraction |
| | dtype: float32 |
| | - name: smooth-or-featured-hubble_artifact |
| | dtype: int32 |
| | - name: smooth-or-featured-hubble_artifact_fraction |
| | dtype: float32 |
| | - name: how-rounded-hubble_completely |
| | dtype: int32 |
| | - name: how-rounded-hubble_completely_fraction |
| | dtype: float32 |
| | - name: how-rounded-hubble_total-votes |
| | dtype: int32 |
| | - name: how-rounded-hubble_in-between |
| | dtype: int32 |
| | - name: how-rounded-hubble_in-between_fraction |
| | dtype: float32 |
| | - name: how-rounded-hubble_cigar-shaped |
| | dtype: int32 |
| | - name: how-rounded-hubble_cigar-shaped_fraction |
| | dtype: float32 |
| | - name: clumpy-appearance-hubble_yes |
| | dtype: int32 |
| | - name: clumpy-appearance-hubble_yes_fraction |
| | dtype: float32 |
| | - name: clumpy-appearance-hubble_total-votes |
| | dtype: int32 |
| | - name: clumpy-appearance-hubble_no |
| | dtype: int32 |
| | - name: clumpy-appearance-hubble_no_fraction |
| | dtype: float32 |
| | - name: clump-count-hubble_1 |
| | dtype: int32 |
| | - name: clump-count-hubble_1_fraction |
| | dtype: float32 |
| | - name: clump-count-hubble_total-votes |
| | dtype: int32 |
| | - name: clump-count-hubble_2 |
| | dtype: int32 |
| | - name: clump-count-hubble_2_fraction |
| | dtype: float32 |
| | - name: clump-count-hubble_3 |
| | dtype: int32 |
| | - name: clump-count-hubble_3_fraction |
| | dtype: float32 |
| | - name: clump-count-hubble_4 |
| | dtype: int32 |
| | - name: clump-count-hubble_4_fraction |
| | dtype: float32 |
| | - name: clump-count-hubble_5-plus |
| | dtype: int32 |
| | - name: clump-count-hubble_5-plus_fraction |
| | dtype: float32 |
| | - name: clump-count-hubble_cant-tell |
| | dtype: int32 |
| | - name: clump-count-hubble_cant-tell_fraction |
| | dtype: float32 |
| | - name: disk-edge-on-hubble_yes |
| | dtype: int32 |
| | - name: disk-edge-on-hubble_yes_fraction |
| | dtype: float32 |
| | - name: disk-edge-on-hubble_total-votes |
| | dtype: int32 |
| | - name: disk-edge-on-hubble_no |
| | dtype: int32 |
| | - name: disk-edge-on-hubble_no_fraction |
| | dtype: float32 |
| | - name: bulge-shape-hubble_rounded |
| | dtype: int32 |
| | - name: bulge-shape-hubble_rounded_fraction |
| | dtype: float32 |
| | - name: bulge-shape-hubble_total-votes |
| | dtype: int32 |
| | - name: bulge-shape-hubble_boxy |
| | dtype: int32 |
| | - name: bulge-shape-hubble_boxy_fraction |
| | dtype: float32 |
| | - name: bulge-shape-hubble_none |
| | dtype: int32 |
| | - name: bulge-shape-hubble_none_fraction |
| | dtype: float32 |
| | - name: bar-hubble_yes |
| | dtype: int32 |
| | - name: bar-hubble_yes_fraction |
| | dtype: float32 |
| | - name: bar-hubble_total-votes |
| | dtype: int32 |
| | - name: bar-hubble_no |
| | dtype: int32 |
| | - name: bar-hubble_no_fraction |
| | dtype: float32 |
| | - name: has-spiral-arms-hubble_yes |
| | dtype: int32 |
| | - name: has-spiral-arms-hubble_yes_fraction |
| | dtype: float32 |
| | - name: has-spiral-arms-hubble_total-votes |
| | dtype: int32 |
| | - name: has-spiral-arms-hubble_no |
| | dtype: int32 |
| | - name: has-spiral-arms-hubble_no_fraction |
| | dtype: float32 |
| | - name: spiral-winding-hubble_tight |
| | dtype: int32 |
| | - name: spiral-winding-hubble_tight_fraction |
| | dtype: float32 |
| | - name: spiral-winding-hubble_total-votes |
| | dtype: int32 |
| | - name: spiral-winding-hubble_medium |
| | dtype: int32 |
| | - name: spiral-winding-hubble_medium_fraction |
| | dtype: float32 |
| | - name: spiral-winding-hubble_loose |
| | dtype: int32 |
| | - name: spiral-winding-hubble_loose_fraction |
| | dtype: float32 |
| | - name: spiral-arm-count-hubble_1 |
| | dtype: int32 |
| | - name: spiral-arm-count-hubble_1_fraction |
| | dtype: float32 |
| | - name: spiral-arm-count-hubble_total-votes |
| | dtype: int32 |
| | - name: spiral-arm-count-hubble_2 |
| | dtype: int32 |
| | - name: spiral-arm-count-hubble_2_fraction |
| | dtype: float32 |
| | - name: spiral-arm-count-hubble_3 |
| | dtype: int32 |
| | - name: spiral-arm-count-hubble_3_fraction |
| | dtype: float32 |
| | - name: spiral-arm-count-hubble_4 |
| | dtype: int32 |
| | - name: spiral-arm-count-hubble_4_fraction |
| | dtype: float32 |
| | - name: spiral-arm-count-hubble_5-plus |
| | dtype: int32 |
| | - name: spiral-arm-count-hubble_5-plus_fraction |
| | dtype: float32 |
| | - name: spiral-arm-count-hubble_cant-tell |
| | dtype: int32 |
| | - name: spiral-arm-count-hubble_cant-tell_fraction |
| | dtype: float32 |
| | - name: bulge-size-hubble_none |
| | dtype: int32 |
| | - name: bulge-size-hubble_none_fraction |
| | dtype: float32 |
| | - name: bulge-size-hubble_total-votes |
| | dtype: int32 |
| | - name: bulge-size-hubble_just-noticeable |
| | dtype: int32 |
| | - name: bulge-size-hubble_just-noticeable_fraction |
| | dtype: float32 |
| | - name: bulge-size-hubble_obvious |
| | dtype: int32 |
| | - name: bulge-size-hubble_obvious_fraction |
| | dtype: float32 |
| | - name: bulge-size-hubble_dominant |
| | dtype: int32 |
| | - name: bulge-size-hubble_dominant_fraction |
| | dtype: float32 |
| | - name: galaxy-symmetrical-hubble_yes |
| | dtype: int32 |
| | - name: galaxy-symmetrical-hubble_yes_fraction |
| | dtype: float32 |
| | - name: galaxy-symmetrical-hubble_total-votes |
| | dtype: int32 |
| | - name: galaxy-symmetrical-hubble_no |
| | dtype: int32 |
| | - name: galaxy-symmetrical-hubble_no_fraction |
| | dtype: float32 |
| | - name: clumps-embedded-larger-object-hubble_yes |
| | dtype: int32 |
| | - name: clumps-embedded-larger-object-hubble_yes_fraction |
| | dtype: float32 |
| | - name: clumps-embedded-larger-object-hubble_total-votes |
| | dtype: int32 |
| | - name: clumps-embedded-larger-object-hubble_no |
| | dtype: int32 |
| | - name: clumps-embedded-larger-object-hubble_no_fraction |
| | dtype: float32 |
| | - name: smooth-or-featured-ukidss_smooth |
| | dtype: int32 |
| | - name: smooth-or-featured-ukidss_smooth_fraction |
| | dtype: float32 |
| | - name: smooth-or-featured-ukidss_total-votes |
| | dtype: int32 |
| | - name: smooth-or-featured-ukidss_featured-or-disk |
| | dtype: int32 |
| | - name: smooth-or-featured-ukidss_featured-or-disk_fraction |
| | dtype: float32 |
| | - name: smooth-or-featured-ukidss_artifact |
| | dtype: int32 |
| | - name: smooth-or-featured-ukidss_artifact_fraction |
| | dtype: float32 |
| | - name: disk-edge-on-ukidss_yes |
| | dtype: int32 |
| | - name: disk-edge-on-ukidss_yes_fraction |
| | dtype: float32 |
| | - name: disk-edge-on-ukidss_total-votes |
| | dtype: int32 |
| | - name: disk-edge-on-ukidss_no |
| | dtype: int32 |
| | - name: disk-edge-on-ukidss_no_fraction |
| | dtype: float32 |
| | - name: has-spiral-arms-ukidss_yes |
| | dtype: int32 |
| | - name: has-spiral-arms-ukidss_yes_fraction |
| | dtype: float32 |
| | - name: has-spiral-arms-ukidss_total-votes |
| | dtype: int32 |
| | - name: has-spiral-arms-ukidss_no |
| | dtype: int32 |
| | - name: has-spiral-arms-ukidss_no_fraction |
| | dtype: float32 |
| | - name: bar-ukidss_yes |
| | dtype: int32 |
| | - name: bar-ukidss_yes_fraction |
| | dtype: float32 |
| | - name: bar-ukidss_total-votes |
| | dtype: int32 |
| | - name: bar-ukidss_no |
| | dtype: int32 |
| | - name: bar-ukidss_no_fraction |
| | dtype: float32 |
| | - name: bulge-size-ukidss_dominant |
| | dtype: int32 |
| | - name: bulge-size-ukidss_dominant_fraction |
| | dtype: float32 |
| | - name: bulge-size-ukidss_total-votes |
| | dtype: int32 |
| | - name: bulge-size-ukidss_obvious |
| | dtype: int32 |
| | - name: bulge-size-ukidss_obvious_fraction |
| | dtype: float32 |
| | - name: bulge-size-ukidss_just-noticeable |
| | dtype: int32 |
| | - name: bulge-size-ukidss_just-noticeable_fraction |
| | dtype: float32 |
| | - name: bulge-size-ukidss_no |
| | dtype: int32 |
| | - name: bulge-size-ukidss_no_fraction |
| | dtype: float32 |
| | - name: something-odd-ukidss_yes |
| | dtype: int32 |
| | - name: something-odd-ukidss_yes_fraction |
| | dtype: float32 |
| | - name: something-odd-ukidss_total-votes |
| | dtype: int32 |
| | - name: something-odd-ukidss_no |
| | dtype: int32 |
| | - name: something-odd-ukidss_no_fraction |
| | dtype: float32 |
| | - name: how-rounded-ukidss_round |
| | dtype: int32 |
| | - name: how-rounded-ukidss_round_fraction |
| | dtype: float32 |
| | - name: how-rounded-ukidss_total-votes |
| | dtype: int32 |
| | - name: how-rounded-ukidss_in-between |
| | dtype: int32 |
| | - name: how-rounded-ukidss_in-between_fraction |
| | dtype: float32 |
| | - name: how-rounded-ukidss_cigar |
| | dtype: int32 |
| | - name: how-rounded-ukidss_cigar_fraction |
| | dtype: float32 |
| | - name: bulge-shape-ukidss_round |
| | dtype: int32 |
| | - name: bulge-shape-ukidss_round_fraction |
| | dtype: float32 |
| | - name: bulge-shape-ukidss_total-votes |
| | dtype: int32 |
| | - name: bulge-shape-ukidss_boxy |
| | dtype: int32 |
| | - name: bulge-shape-ukidss_boxy_fraction |
| | dtype: float32 |
| | - name: bulge-shape-ukidss_no-bulge |
| | dtype: int32 |
| | - name: bulge-shape-ukidss_no-bulge_fraction |
| | dtype: float32 |
| | - name: spiral-winding-ukidss_tight |
| | dtype: int32 |
| | - name: spiral-winding-ukidss_tight_fraction |
| | dtype: float32 |
| | - name: spiral-winding-ukidss_total-votes |
| | dtype: int32 |
| | - name: spiral-winding-ukidss_medium |
| | dtype: int32 |
| | - name: spiral-winding-ukidss_medium_fraction |
| | dtype: float32 |
| | - name: spiral-winding-ukidss_loose |
| | dtype: int32 |
| | - name: spiral-winding-ukidss_loose_fraction |
| | dtype: float32 |
| | - name: spiral-arm-count-ukidss_1 |
| | dtype: int32 |
| | - name: spiral-arm-count-ukidss_1_fraction |
| | dtype: float32 |
| | - name: spiral-arm-count-ukidss_total-votes |
| | dtype: int32 |
| | - name: spiral-arm-count-ukidss_2 |
| | dtype: int32 |
| | - name: spiral-arm-count-ukidss_2_fraction |
| | dtype: float32 |
| | - name: spiral-arm-count-ukidss_3 |
| | dtype: int32 |
| | - name: spiral-arm-count-ukidss_3_fraction |
| | dtype: float32 |
| | - name: spiral-arm-count-ukidss_4 |
| | dtype: int32 |
| | - name: spiral-arm-count-ukidss_4_fraction |
| | dtype: float32 |
| | - name: spiral-arm-count-ukidss_more-than-4 |
| | dtype: int32 |
| | - name: spiral-arm-count-ukidss_more-than-4_fraction |
| | dtype: float32 |
| | - name: spiral-arm-count-ukidss_cant-tell |
| | dtype: int32 |
| | - name: spiral-arm-count-ukidss_cant-tell_fraction |
| | dtype: float32 |
| | splits: |
| | - name: train |
| | num_bytes: 149532357.486 |
| | num_examples: 6639 |
| | - name: test |
| | num_bytes: 33276561.422 |
| | num_examples: 1414 |
| | download_size: 194781650 |
| | dataset_size: 182808918.908 |
| | --- |
| | |
| | # GZ Campaign Datasets |
| |
|
| | ## Dataset Summary |
| |
|
| | [Galaxy Zoo](www.galaxyzoo.org) volunteers label telescope images of galaxies according to their visible features: spiral arms, galaxy-galaxy collisions, and so on. |
| | These datasets share the galaxy images and volunteer labels in a machine-learning-friendly format. We use these datasets to train [our foundation models](https://arxiv.org/abs/2404.02973). We hope they'll help you too. |
| |
|
| | - **Curated by:** [Mike Walmsley](https://walmsley.dev/) |
| | - **License:** [cc-by-nc-sa-4.0](https://creativecommons.org/licenses/by-nc-sa/4.0/deed.en). We specifically require **all models trained on these datasets to be released as source code by publication**. |
| |
|
| | ## Downloading |
| |
|
| | Install the Datasets library |
| |
|
| | pip install datasets |
| | |
| | and then log in to your HuggingFace account |
| |
|
| | huggingface-cli login |
| | |
| | All unpublished* datasets are temporarily "gated" i.e. you must have requested and been approved for access. Galaxy Zoo team members should go to https://huggingface.co/mwalmsley/datasets/gz_evo, click "request access", ping Mike, then wait for approval. |
| | Gating will be removed on publication. |
| | |
| | *Currently: the `gz_h2o` and `gz_ukidss` datasets |
| | |
| | ## Usage |
| | |
| | Galaxy Zoo Evo is a modular dataset made up of subsets. Each subset contains the images and labels from a specific telescope campaign or downstream task. The HuggingFace collection includes a Hub dataset for each subset. |
| | |
| | Hub datasets are named according to the subset (e.g "gz2", "gz_ukidss"). We also include a combined Hub dataset "gz_evo" (this dataset!) that includes all subsets, pre-shuffled for convenience. We expect most users will train on this combined dataset. |
| | |
| | ```python |
| | from datasets import load_dataset |
| |
|
| | # . split='train' picks which split to load |
| | dataset = load_dataset( |
| | 'mwalmsley/gz_evo', # each dataset has a random fixed train/test split |
| | split='train' |
| | # some datasets also allow name=subset (e.g. name="tiny" for gz_evo). see the viewer for subset options |
| | ) |
| | dataset.set_format('torch') # your framework of choice e.g. numpy, tensorflow, jax, etc |
| | print(dataset_name, dataset[0]['image'].shape) |
| | ``` |
| | |
| | Then use the `dataset` object as with any other HuggingFace dataset, e.g., |
| |
|
| | ```python |
| | from torch.utils.data import DataLoader |
| | |
| | dataloader = DataLoader(ds, batch_size=4, num_workers=1) |
| | for batch in dataloader: |
| | print(batch.keys()) |
| | # the image key, plus a key counting the volunteer votes for each answer |
| | # (e.g. smooth-or-featured-gz2_smooth) |
| | print(batch['image'].shape) |
| | break |
| | ``` |
| |
|
| | You may find these HuggingFace docs useful: |
| | - [PyTorch loading options](https://huggingface.co/docs/datasets/en/use_with_pytorch#data-loading). |
| | - [Applying transforms/augmentations](https://huggingface.co/docs/datasets/en/image_process#apply-transforms). |
| | - [Frameworks supported](https://huggingface.co/docs/datasets/v2.19.0/en/package_reference/main_classes#datasets.Dataset.set_format) by `set_format`. |
| |
|
| |
|
| | ## Dataset Structure |
| |
|
| | Each dataset is structured like: |
| |
|
| | ```json |
| | { |
| | 'image': ..., # image of a galaxy |
| | 'smooth-or-featured-[campaign]_smooth': 4, |
| | 'smooth-or-featured-[campaign]_featured-or-disk': 12, |
| | ... # and so on for many questions and answers |
| | } |
| | ``` |
| |
|
| | Images are loaded according to your `set_format` choice above. For example, ```set_format("torch")``` gives a (3, 424, 424) CHW `Torch.Tensor`. |
| |
|
| | The other keys are formatted like `[question]_[answer]`, where `question` is what the volunteers were asked (e.g. "smooth or featured?" and `answer` is the choice selected (e.g. "smooth"). **The values are the count of volunteers who selected each answer.** |
| |
|
| | `question` is appended with a string noting in which Galaxy Zoo campaign this question was asked e.g. `smooth-or-featured-gz2`. For most datasets, all questions were asked during the same campaign. For GZ DESI, there are three campaigns (`dr12`, `dr5`, and `dr8`) with very similar questions. |
| |
|
| | GZ Evo combines all the published datasets (currently GZ2, GZ DESI, GZ CANDELS, GZ Hubble, and GZ UKIDSS) into a single dataset aimed at multi-task learning. This is helpful for [building models that adapt to new tasks and new telescopes]((https://arxiv.org/abs/2404.02973)). |
| |
|
| | (we will shortly add keys for the astronomical identifiers i.e. the sky coordinates and telescope source unique ids) |
| |
|
| |
|
| | ## Key Limitations |
| |
|
| | Because the volunteers are answering a decision tree, the questions asked depend on the previous answers, and so each galaxy and each question can have very different total numbers of votes. This interferes with typical metrics that use aggregated labels (e.g. classification of the most voted, regression on the mean vote fraction, etc.) because we have different levels of confidence in the aggregated labels for each galaxy. We suggest a custom loss to handle this. Please see the Datasets and Benchmarks paper for more details (under review, sorry). |
| |
|
| |
|
| | All labels are imperfect. The vote counts may not always reflect the true appearance of each galaxy. Additionally, |
| | the true appearance of each galaxy may be uncertain - even to expert astronomers. |
| | We therefore caution against over-interpreting small changes in performance to indicate a method is "superior". **These datasets should not be used as a precise performance benchmark.** |
| |
|
| |
|
| | ## Citation Information |
| |
|
| | The machine-learning friendly versions of each dataset are described in a recently-submitted paper. Citation information will be added if accepted. |
| |
|
| | For each specific dataset you use, please also cite the original Galaxy Zoo data release paper (listed below) and the telescope description paper (cited therein). |
| |
|
| | ### Galaxy Zoo 2 |
| |
|
| | @article{10.1093/mnras/stt1458, |
| | author = {Willett, Kyle W. and Lintott, Chris J. and Bamford, Steven P. and Masters, Karen L. and Simmons, Brooke D. and Casteels, Kevin R. V. and Edmondson, Edward M. and Fortson, Lucy F. and Kaviraj, Sugata and Keel, William C. and Melvin, Thomas and Nichol, Robert C. and Raddick, M. Jordan and Schawinski, Kevin and Simpson, Robert J. and Skibba, Ramin A. and Smith, Arfon M. and Thomas, Daniel}, |
| | title = "{Galaxy Zoo 2: detailed morphological classifications for 304 122 galaxies from the Sloan Digital Sky Survey}", |
| | journal = {Monthly Notices of the Royal Astronomical Society}, |
| | volume = {435}, |
| | number = {4}, |
| | pages = {2835-2860}, |
| | year = {2013}, |
| | month = {09}, |
| | issn = {0035-8711}, |
| | doi = {10.1093/mnras/stt1458}, |
| | } |
| | |
| | ### Galaxy Zoo Hubble |
| |
|
| | @article{2017MNRAS.464.4176W, |
| | author = {Willett, Kyle W. and Galloway, Melanie A. and Bamford, Steven P. and Lintott, Chris J. and Masters, Karen L. and Scarlata, Claudia and Simmons, B.~D. and Beck, Melanie and {Cardamone}, Carolin N. and Cheung, Edmond and Edmondson, Edward M. and Fortson, Lucy F. and Griffith, Roger L. and H{\"a}u{\ss}ler, Boris and Han, Anna and Hart, Ross and Melvin, Thomas and Parrish, Michael and Schawinski, Kevin and Smethurst, R.~J. and {Smith}, Arfon M.}, |
| | title = "{Galaxy Zoo: morphological classifications for 120 000 galaxies in HST legacy imaging}", |
| | journal = {Monthly Notices of the Royal Astronomical Society}, |
| | year = 2017, |
| | month = feb, |
| | volume = {464}, |
| | number = {4}, |
| | pages = {4176-4203}, |
| | doi = {10.1093/mnras/stw2568} |
| | } |
| | |
| | ### Galaxy Zoo CANDELS |
| |
|
| | @article{10.1093/mnras/stw2587, |
| | author = {Simmons, B. D. and Lintott, Chris and Willett, Kyle W. and Masters, Karen L. and Kartaltepe, Jeyhan S. and Häußler, Boris and Kaviraj, Sugata and Krawczyk, Coleman and Kruk, S. J. and McIntosh, Daniel H. and Smethurst, R. J. and Nichol, Robert C. and Scarlata, Claudia and Schawinski, Kevin and Conselice, Christopher J. and Almaini, Omar and Ferguson, Henry C. and Fortson, Lucy and Hartley, William and Kocevski, Dale and Koekemoer, Anton M. and Mortlock, Alice and Newman, Jeffrey A. and Bamford, Steven P. and Grogin, N. A. and Lucas, Ray A. and Hathi, Nimish P. and McGrath, Elizabeth and Peth, Michael and Pforr, Janine and Rizer, Zachary and Wuyts, Stijn and Barro, Guillermo and Bell, Eric F. and Castellano, Marco and Dahlen, Tomas and Dekel, Avishai and Ownsworth, Jamie and Faber, Sandra M. and Finkelstein, Steven L. and Fontana, Adriano and Galametz, Audrey and Grützbauch, Ruth and Koo, David and Lotz, Jennifer and Mobasher, Bahram and Mozena, Mark and Salvato, Mara and Wiklind, Tommy}, |
| | title = "{Galaxy Zoo: quantitative visual morphological classifications for 48 000 galaxies from CANDELS★}", |
| | journal = {Monthly Notices of the Royal Astronomical Society}, |
| | volume = {464}, |
| | number = {4}, |
| | pages = {4420-4447}, |
| | year = {2016}, |
| | month = {10}, |
| | doi = {10.1093/mnras/stw2587} |
| | } |
| | |
| | ### Galaxy Zoo DESI |
| |
|
| | (two citations due to being released over two papers) |
| |
|
| | @article{10.1093/mnras/stab2093, |
| | author = {Walmsley, Mike and Lintott, Chris and Géron, Tobias and Kruk, Sandor and Krawczyk, Coleman and Willett, Kyle W and Bamford, Steven and Kelvin, Lee S and Fortson, Lucy and Gal, Yarin and Keel, William and Masters, Karen L and Mehta, Vihang and Simmons, Brooke D and Smethurst, Rebecca and Smith, Lewis and Baeten, Elisabeth M and Macmillan, Christine}, |
| | title = "{Galaxy Zoo DECaLS: Detailed visual morphology measurements from volunteers and deep learning for 314 000 galaxies}", |
| | journal = {Monthly Notices of the Royal Astronomical Society}, |
| | volume = {509}, |
| | number = {3}, |
| | pages = {3966-3988}, |
| | year = {2021}, |
| | month = {09}, |
| | issn = {0035-8711}, |
| | doi = {10.1093/mnras/stab2093} |
| | } |
| | |
| |
|
| | @article{10.1093/mnras/stad2919, |
| | author = {Walmsley, Mike and Géron, Tobias and Kruk, Sandor and Scaife, Anna M M and Lintott, Chris and Masters, Karen L and Dawson, James M and Dickinson, Hugh and Fortson, Lucy and Garland, Izzy L and Mantha, Kameswara and O’Ryan, David and Popp, Jürgen and Simmons, Brooke and Baeten, Elisabeth M and Macmillan, Christine}, |
| | title = "{Galaxy Zoo DESI: Detailed morphology measurements for 8.7M galaxies in the DESI Legacy Imaging Surveys}", |
| | journal = {Monthly Notices of the Royal Astronomical Society}, |
| | volume = {526}, |
| | number = {3}, |
| | pages = {4768-4786}, |
| | year = {2023}, |
| | month = {09}, |
| | issn = {0035-8711}, |
| | doi = {10.1093/mnras/stad2919} |
| | } |
| | |
| |
|
| | ### Galaxy Zoo UKIDSS |
| |
|
| | Not yet published. |
| |
|
| | ### Galaxy Zoo Cosmic Dawn (a.k.a. H2O) |
| |
|
| |
|
| | Not yet published. |
| |
|
| | ## Future Updates |
| |
|
| | Galaxy Zoo Evo is a living dataset. Our modular format makes it easy to add new subsets containing new images and labels. Each new subset will be released on the Hub following an identical format. The Hub collection already includes an extra subset, `gz\_h2o', to illustrate and test this process. Once the data underlying `gz\_h2o' has been peer-reviewed by astronomers, we will rebuild the combined `gz\_evo' Hub dataset to include this subset and create a new Hub (git) release and update our baseline metrics. By following this process for each new subset, we can seamlessly grow GZ Evo while maintaining proper versioning and reproducibility. |
| |
|
| |
|
| | ## License |
| |
|
| | The dataset is available under a under a Creative Commons Attribution license. We additionally require that derivative models be openly released |
